This document outlines a lecture on continuous random variables and their probability distributions. It introduces probability density functions, cumulative distribution functions, and how to calculate the mean and variance of continuous random variables. It also covers specific continuous distributions like the uniform and normal distributions. Examples are provided to demonstrate calculating probabilities and standardizing normal random variables.